Intro to Optimization Through the Lens of Data Science Pt. 2

A comprehensive introduction to mathematical optimization and gurobipy tailored to data scientists and problem solvers
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Udemy
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Intro to Optimization Through the Lens of Data Science Pt. 2
1 859
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1.5 hours
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Apr 2024
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FREE
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Why take this course?

🎓 Course Title: Intro to Optimization Through the Lens of Data Science Pt. 2

🚀 Course Headline: A Comprehensive Introduction to Mathematical Optimization and GurobiPy Tailored for Data Scientists and Problem Solvers 🎉


Welcome to Introduction to Optimization Through the Lens of Data Science!

🧐 Course Description: Dive into the fascinating world of optimization, a pivotal tool in the data scientist's arsenal for problem-solving. This free 4-part course is expertly tailored to empower you with the knowledge and skills to effectively leverage optimization techniques within your data science projects.

As we embark on this journey together, you'll learn when optimization becomes the key to unlocking solutions to complex problems. Our comprehensive curriculum will guide you through translating real-life scenarios into optimized models, making you a more versatile and effective problem solver.

With Introduction to Optimization Through the Lens of Data Science Pt. 2, you'll delve deeper into the intricate dance between data science and optimization. This part of the course focuses on tackling more complex constraints, understanding model reusability, analyzing sensitivity, and addressing infeasibility head-on. You'll also learn to classify optimization problems and glimpse into high-level solutions.

🛠️ What You'll Learn:

  • Complex Constraints & Model Reusability: Grasp how to handle a broader set of constraints and understand the importance of reusable models in different contexts.
  • Sensitivity Analysis & Infeasibility: Discover methods for analyzing the impact of changes in model parameters and dealing with infeasible solutions.
  • Optimization Problem Classification: Learn to categorize optimization problems effectively and see how they are tackled at a strategic level.

👩‍💻 Hands-On Exercises: Get ready to flex your new skills with practical exercises! We've curated a selection of self-assessment materials, including exercise files and solution files, available in the resource section of many lectures. To enhance your learning experience, we provide data and code files that you can work through, ensuring a solid grasp of the concepts as you learn them.

🔍 Who Is This Course For?

  • Data scientists seeking to add optimization to their skillset.
  • Analysts who want to solve complex problems more efficiently.
  • Students and professionals interested in advanced problem-solving techniques.
  • Anyone intrigued by the intersection of data science and optimization!

📅 Key Dates:

  • Part 1: Foundations of Optimization in Data Science
  • Part 2: Deep Dive into Complex Constraints & Real-World Applications
  • Part 3: Advanced Optimization Techniques
  • Part 4: Capstone Project - Solving a Real-World Optimization Problem

Expert Guidance: Join this course and benefit from the expertise of Dr. Joel Sokol, an esteemed instructor, along with a team of Ph.D. experts from Gurobi Optimization. Their world-class guidance will help you master mathematical optimization and gurobipy.

🎓 Ready to unlock your potential in data science with optimization? Enroll now and transform the way you approach problem-solving! 🚀


Sign up for free today and embark on a journey of mastering optimization through the lens of data science with Dr. Joel Sokol and Gurobi experts! 🌟

Course Gallery

Intro to Optimization Through the Lens of Data Science Pt. 2 – Screenshot 1
Screenshot 1Intro to Optimization Through the Lens of Data Science Pt. 2
Intro to Optimization Through the Lens of Data Science Pt. 2 – Screenshot 2
Screenshot 2Intro to Optimization Through the Lens of Data Science Pt. 2
Intro to Optimization Through the Lens of Data Science Pt. 2 – Screenshot 3
Screenshot 3Intro to Optimization Through the Lens of Data Science Pt. 2
Intro to Optimization Through the Lens of Data Science Pt. 2 – Screenshot 4
Screenshot 4Intro to Optimization Through the Lens of Data Science Pt. 2

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25/09/2023
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